Dataset statistics
| Number of variables | 11 |
|---|---|
| Number of observations | 250 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 21.6 KiB |
| Average record size in memory | 88.5 B |
Variable types
| NUM | 11 |
|---|
Reproduction
| Analysis started | 2020-08-25 00:26:12.810428 |
|---|---|
| Analysis finished | 2020-08-25 00:26:30.220662 |
| Duration | 17.41 seconds |
| Version | pandas-profiling v2.8.0 |
| Command line | pandas_profiling --config_file config.yaml [YOUR_FILE.csv] |
| Download configuration | config.yaml |
oz5 is highly correlated with oz3 | High correlation |
oz3 is highly correlated with oz5 | High correlation |
oz1 has unique values | Unique |
oz2 has unique values | Unique |
oz3 has unique values | Unique |
oz4 has unique values | Unique |
oz5 has unique values | Unique |
oz6 has unique values | Unique |
oz7 has unique values | Unique |
oz8 has unique values | Unique |
oz9 has unique values | Unique |
oz10 has unique values | Unique |
target has unique values | Unique |
| Distinct count | 250 |
|---|---|
| Unique (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.898035407066345e-09 |
|---|---|
| Minimum | -2.0300369262695312 |
| Maximum | 2.264408826828003 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 2.1 KiB |
Quantile statistics
| Minimum | -2.030036926 |
|---|---|
| 5-th percentile | -1.547092259 |
| Q1 | -0.7215948403 |
| median | -0.07870461419 |
| Q3 | 0.8220290542 |
| 95-th percentile | 1.650754684 |
| Maximum | 2.264408827 |
| Range | 4.294445753 |
| Interquartile range (IQR) | 1.543623894 |
Descriptive statistics
| Standard deviation | 1.000000003 |
|---|---|
| Coefficient of variation (CV) | 526860563 |
| Kurtosis | -0.8383125084 |
| Mean | 1.898035407e-09 |
| Median Absolute Deviation (MAD) | 0.7230455689 |
| Skewness | 0.09102594191 |
| Sum | 4.745088518e-07 |
| Variance | 1.000000006 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 0.1347644031 | 1 | 0.4% | |
| -0.4407515526 | 1 | 0.4% | |
| -0.7374860644 | 1 | 0.4% | |
| -0.9627122283 | 1 | 0.4% | |
| 0.8043211102 | 1 | 0.4% | |
| -1.035502553 | 1 | 0.4% | |
| -0.2688849866 | 1 | 0.4% | |
| -0.6544671059 | 1 | 0.4% | |
| -0.1127405092 | 1 | 0.4% | |
| 0.8513969183 | 1 | 0.4% | |
| -1.400684834 | 1 | 0.4% | |
| -1.449542642 | 1 | 0.4% | |
| 0.07014939934 | 1 | 0.4% | |
| -0.4136539996 | 1 | 0.4% | |
| -0.6542389393 | 1 | 0.4% | |
| 0.2739062011 | 1 | 0.4% | |
| -1.934798717 | 1 | 0.4% | |
| 2.068965912 | 1 | 0.4% | |
| -1.095013738 | 1 | 0.4% | |
| -0.8678173423 | 1 | 0.4% | |
| -0.3172089458 | 1 | 0.4% | |
| 0.6753424406 | 1 | 0.4% | |
| 1.0231601 | 1 | 0.4% | |
| 0.2725292146 | 1 | 0.4% | |
| 1.383525252 | 1 | 0.4% | |
| Other values (225) | 225 | 90.0% |
| Value | Count | Frequency (%) | |
| -2.030036926 | 1 | 0.4% | |
| -1.934798717 | 1 | 0.4% | |
| -1.886340261 | 1 | 0.4% | |
| -1.873142004 | 1 | 0.4% | |
| -1.838090777 | 1 | 0.4% | |
| -1.827716112 | 1 | 0.4% | |
| -1.771247745 | 1 | 0.4% | |
| -1.646645427 | 1 | 0.4% | |
| -1.645897627 | 1 | 0.4% | |
| -1.587813377 | 1 | 0.4% |
| Value | Count | Frequency (%) | |
| 2.264408827 | 1 | 0.4% | |
| 2.139669418 | 1 | 0.4% | |
| 2.068965912 | 1 | 0.4% | |
| 1.961463451 | 1 | 0.4% | |
| 1.823707342 | 1 | 0.4% | |
| 1.803721309 | 1 | 0.4% | |
| 1.767462611 | 1 | 0.4% | |
| 1.744010687 | 1 | 0.4% | |
| 1.729506493 | 1 | 0.4% | |
| 1.714386225 | 1 | 0.4% |
| Distinct count | 250 |
|---|---|
| Unique (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.8584541976451874e-09 |
|---|---|
| Minimum | -1.7954281568527222 |
| Maximum | 1.697510838508606 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 2.1 KiB |
Quantile statistics
| Minimum | -1.795428157 |
|---|---|
| 5-th percentile | -1.53021614 |
| Q1 | -0.9059155881 |
| median | 0.003722209891 |
| Q3 | 0.898586452 |
| 95-th percentile | 1.597565627 |
| Maximum | 1.697510839 |
| Range | 3.492938995 |
| Interquartile range (IQR) | 1.80450204 |
Descriptive statistics
| Standard deviation | 0.9999999975 |
|---|---|
| Coefficient of variation (CV) | 538081594.2 |
| Kurtosis | -1.208847917 |
| Mean | 1.858454198e-09 |
| Median Absolute Deviation (MAD) | 0.903472513 |
| Skewness | 0.0008608865263 |
| Sum | 4.646135494e-07 |
| Variance | 0.999999995 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| -1.066403389 | 1 | 0.4% | |
| 1.586250663 | 1 | 0.4% | |
| 1.092936516 | 1 | 0.4% | |
| -0.4340093434 | 1 | 0.4% | |
| 1.038704753 | 1 | 0.4% | |
| 0.3628817201 | 1 | 0.4% | |
| 0.213457346 | 1 | 0.4% | |
| -0.9059345126 | 1 | 0.4% | |
| -0.71257025 | 1 | 0.4% | |
| -1.695646048 | 1 | 0.4% | |
| 0.1379808187 | 1 | 0.4% | |
| -1.762047648 | 1 | 0.4% | |
| -0.3426021636 | 1 | 0.4% | |
| -1.473952055 | 1 | 0.4% | |
| 1.031565547 | 1 | 0.4% | |
| 1.58624959 | 1 | 0.4% | |
| 0.2153629065 | 1 | 0.4% | |
| 1.476870894 | 1 | 0.4% | |
| 0.248939395 | 1 | 0.4% | |
| 0.3663811386 | 1 | 0.4% | |
| 0.5548331141 | 1 | 0.4% | |
| -1.366496205 | 1 | 0.4% | |
| 0.9488714933 | 1 | 0.4% | |
| -0.8015077114 | 1 | 0.4% | |
| 0.8990616798 | 1 | 0.4% | |
| Other values (225) | 225 | 90.0% |
| Value | Count | Frequency (%) | |
| -1.795428157 | 1 | 0.4% | |
| -1.79384625 | 1 | 0.4% | |
| -1.762047648 | 1 | 0.4% | |
| -1.741719007 | 1 | 0.4% | |
| -1.695646048 | 1 | 0.4% | |
| -1.694931269 | 1 | 0.4% | |
| -1.657932281 | 1 | 0.4% | |
| -1.599140286 | 1 | 0.4% | |
| -1.597717047 | 1 | 0.4% | |
| -1.584758282 | 1 | 0.4% |
| Value | Count | Frequency (%) | |
| 1.697510839 | 1 | 0.4% | |
| 1.692774653 | 1 | 0.4% | |
| 1.683135271 | 1 | 0.4% | |
| 1.677647114 | 1 | 0.4% | |
| 1.670290947 | 1 | 0.4% | |
| 1.668352723 | 1 | 0.4% | |
| 1.665200114 | 1 | 0.4% | |
| 1.630669594 | 1 | 0.4% | |
| 1.630522013 | 1 | 0.4% | |
| 1.626892209 | 1 | 0.4% |
| Distinct count | 250 |
|---|---|
| Unique (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -2.419576048851013e-09 |
|---|---|
| Minimum | -2.142465591430664 |
| Maximum | 3.431476831436157 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 2.1 KiB |
Quantile statistics
| Minimum | -2.142465591 |
|---|---|
| 5-th percentile | -1.309037256 |
| Q1 | -0.7542047054 |
| median | -0.1531300843 |
| Q3 | 0.6306185573 |
| 95-th percentile | 1.88115505 |
| Maximum | 3.431476831 |
| Range | 5.573942423 |
| Interquartile range (IQR) | 1.384823263 |
Descriptive statistics
| Standard deviation | 1.000000001 |
|---|---|
| Coefficient of variation (CV) | -413295544.8 |
| Kurtosis | 0.3873240118 |
| Mean | -2.419576049e-09 |
| Median Absolute Deviation (MAD) | 0.6768637598 |
| Skewness | 0.7409068568 |
| Sum | -6.048940122e-07 |
| Variance | 1.000000002 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 1.286387324 | 1 | 0.4% | |
| -0.8307295442 | 1 | 0.4% | |
| -0.6340766549 | 1 | 0.4% | |
| -0.6139578223 | 1 | 0.4% | |
| 0.01811799966 | 1 | 0.4% | |
| -0.3929145038 | 1 | 0.4% | |
| 0.104225561 | 1 | 0.4% | |
| -1.067997456 | 1 | 0.4% | |
| 1.59462142 | 1 | 0.4% | |
| -0.9392774105 | 1 | 0.4% | |
| -0.496425271 | 1 | 0.4% | |
| 1.182964802 | 1 | 0.4% | |
| -0.6071045995 | 1 | 0.4% | |
| 1.747408032 | 1 | 0.4% | |
| -0.34993729 | 1 | 0.4% | |
| 2.001307964 | 1 | 0.4% | |
| -0.2203690708 | 1 | 0.4% | |
| 0.9898947477 | 1 | 0.4% | |
| -0.08406501263 | 1 | 0.4% | |
| 1.473943353 | 1 | 0.4% | |
| -0.1776504666 | 1 | 0.4% | |
| -0.6470454335 | 1 | 0.4% | |
| -1.416693091 | 1 | 0.4% | |
| -1.326467514 | 1 | 0.4% | |
| 0.8769967556 | 1 | 0.4% | |
| Other values (225) | 225 | 90.0% |
| Value | Count | Frequency (%) | |
| -2.142465591 | 1 | 0.4% | |
| -1.959132195 | 1 | 0.4% | |
| -1.732748628 | 1 | 0.4% | |
| -1.719688773 | 1 | 0.4% | |
| -1.616666198 | 1 | 0.4% | |
| -1.525214195 | 1 | 0.4% | |
| -1.436878562 | 1 | 0.4% | |
| -1.416693091 | 1 | 0.4% | |
| -1.364541292 | 1 | 0.4% | |
| -1.346590996 | 1 | 0.4% |
| Value | Count | Frequency (%) | |
| 3.431476831 | 1 | 0.4% | |
| 3.356646061 | 1 | 0.4% | |
| 2.745040894 | 1 | 0.4% | |
| 2.566859245 | 1 | 0.4% | |
| 2.493012428 | 1 | 0.4% | |
| 2.219125748 | 1 | 0.4% | |
| 2.217823744 | 1 | 0.4% | |
| 2.126979589 | 1 | 0.4% | |
| 2.084231377 | 1 | 0.4% | |
| 2.001307964 | 1 | 0.4% |
| Distinct count | 250 |
|---|---|
| Unique (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.1560117602348327e-09 |
|---|---|
| Minimum | -1.7471628189086914 |
| Maximum | 1.7593257427215576 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 2.1 KiB |
Quantile statistics
| Minimum | -1.747162819 |
|---|---|
| 5-th percentile | -1.581185299 |
| Q1 | -0.7965516299 |
| median | -4.334037658e-05 |
| Q3 | 0.8291812539 |
| 95-th percentile | 1.56000632 |
| Maximum | 1.759325743 |
| Range | 3.506488562 |
| Interquartile range (IQR) | 1.625732884 |
Descriptive statistics
| Standard deviation | 0.9999999954 |
|---|---|
| Coefficient of variation (CV) | 463819360.3 |
| Kurtosis | -1.123836443 |
| Mean | 2.15601176e-09 |
| Median Absolute Deviation (MAD) | 0.8276165802 |
| Skewness | -0.01880027113 |
| Sum | 5.390029401e-07 |
| Variance | 0.9999999908 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| -1.545896888 | 1 | 0.4% | |
| -1.275987983 | 1 | 0.4% | |
| -1.118848443 | 1 | 0.4% | |
| -0.4766552448 | 1 | 0.4% | |
| 0.03622102737 | 1 | 0.4% | |
| 1.542354345 | 1 | 0.4% | |
| 1.700549603 | 1 | 0.4% | |
| -0.2950092554 | 1 | 0.4% | |
| 1.041651845 | 1 | 0.4% | |
| -0.4605335891 | 1 | 0.4% | |
| -1.675139904 | 1 | 0.4% | |
| -0.9209849834 | 1 | 0.4% | |
| -0.3723973632 | 1 | 0.4% | |
| -1.603842854 | 1 | 0.4% | |
| -1.384111047 | 1 | 0.4% | |
| 1.745835662 | 1 | 0.4% | |
| -0.6632131338 | 1 | 0.4% | |
| 1.074532747 | 1 | 0.4% | |
| 0.770172298 | 1 | 0.4% | |
| 0.4525483251 | 1 | 0.4% | |
| -0.02292329632 | 1 | 0.4% | |
| 0.7638188601 | 1 | 0.4% | |
| -1.335249066 | 1 | 0.4% | |
| -0.7486786842 | 1 | 0.4% | |
| 1.276649356 | 1 | 0.4% | |
| Other values (225) | 225 | 90.0% |
| Value | Count | Frequency (%) | |
| -1.747162819 | 1 | 0.4% | |
| -1.738355875 | 1 | 0.4% | |
| -1.72336328 | 1 | 0.4% | |
| -1.720692515 | 1 | 0.4% | |
| -1.708269954 | 1 | 0.4% | |
| -1.689167261 | 1 | 0.4% | |
| -1.675139904 | 1 | 0.4% | |
| -1.652683854 | 1 | 0.4% | |
| -1.609301686 | 1 | 0.4% | |
| -1.608921647 | 1 | 0.4% |
| Value | Count | Frequency (%) | |
| 1.759325743 | 1 | 0.4% | |
| 1.74620688 | 1 | 0.4% | |
| 1.745835662 | 1 | 0.4% | |
| 1.700549603 | 1 | 0.4% | |
| 1.683872819 | 1 | 0.4% | |
| 1.67950964 | 1 | 0.4% | |
| 1.642784953 | 1 | 0.4% | |
| 1.638101459 | 1 | 0.4% | |
| 1.625220656 | 1 | 0.4% | |
| 1.621129155 | 1 | 0.4% |
| Distinct count | 250 |
|---|---|
| Unique (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -2.0628795027732848e-09 |
|---|---|
| Minimum | -1.4463292360305786 |
| Maximum | 4.728042602539063 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 2.1 KiB |
Quantile statistics
| Minimum | -1.446329236 |
|---|---|
| 5-th percentile | -1.052477181 |
| Q1 | -0.7032560855 |
| median | -0.3222602606 |
| Q3 | 0.5295671374 |
| 95-th percentile | 1.893118727 |
| Maximum | 4.728042603 |
| Range | 6.174371839 |
| Interquartile range (IQR) | 1.232823223 |
Descriptive statistics
| Standard deviation | 0.9999999906 |
|---|---|
| Coefficient of variation (CV) | -484759284 |
| Kurtosis | 3.023715628 |
| Mean | -2.062879503e-09 |
| Median Absolute Deviation (MAD) | 0.5205205306 |
| Skewness | 1.527043195 |
| Sum | -5.157198757e-07 |
| Variance | 0.9999999813 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| -0.08960647136 | 1 | 0.4% | |
| -0.6822984219 | 1 | 0.4% | |
| 0.4507679343 | 1 | 0.4% | |
| -0.5416939259 | 1 | 0.4% | |
| -0.6945239305 | 1 | 0.4% | |
| 4.728042603 | 1 | 0.4% | |
| -1.027880192 | 1 | 0.4% | |
| 0.4017648399 | 1 | 0.4% | |
| -0.3083799183 | 1 | 0.4% | |
| -0.2706492841 | 1 | 0.4% | |
| -0.4280679524 | 1 | 0.4% | |
| -0.6139475703 | 1 | 0.4% | |
| -0.1176537722 | 1 | 0.4% | |
| 0.532401979 | 1 | 0.4% | |
| 3.684291601 | 1 | 0.4% | |
| 0.6055979133 | 1 | 0.4% | |
| 2.156805754 | 1 | 0.4% | |
| -1.06967032 | 1 | 0.4% | |
| -1.197595358 | 1 | 0.4% | |
| -0.08095319569 | 1 | 0.4% | |
| -0.8087758422 | 1 | 0.4% | |
| -1.292303443 | 1 | 0.4% | |
| -0.6925365925 | 1 | 0.4% | |
| 0.3621365428 | 1 | 0.4% | |
| -0.288648963 | 1 | 0.4% | |
| Other values (225) | 225 | 90.0% |
| Value | Count | Frequency (%) | |
| -1.446329236 | 1 | 0.4% | |
| -1.379160285 | 1 | 0.4% | |
| -1.347547174 | 1 | 0.4% | |
| -1.292303443 | 1 | 0.4% | |
| -1.251740098 | 1 | 0.4% | |
| -1.197595358 | 1 | 0.4% | |
| -1.17226851 | 1 | 0.4% | |
| -1.160807729 | 1 | 0.4% | |
| -1.157292962 | 1 | 0.4% | |
| -1.101460099 | 1 | 0.4% |
| Value | Count | Frequency (%) | |
| 4.728042603 | 1 | 0.4% | |
| 3.688963175 | 1 | 0.4% | |
| 3.684291601 | 1 | 0.4% | |
| 3.258119583 | 1 | 0.4% | |
| 3.128965616 | 1 | 0.4% | |
| 2.901443481 | 1 | 0.4% | |
| 2.306564093 | 1 | 0.4% | |
| 2.305761099 | 1 | 0.4% | |
| 2.179997683 | 1 | 0.4% | |
| 2.156805754 | 1 | 0.4% |
| Distinct count | 250 |
|---|---|
| Unique (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.2379605323076249e-09 |
|---|---|
| Minimum | -1.997885465621948 |
| Maximum | 1.7213869094848633 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 2.1 KiB |
Quantile statistics
| Minimum | -1.997885466 |
|---|---|
| 5-th percentile | -1.68812024 |
| Q1 | -0.7546154559 |
| median | 0.02734936494 |
| Q3 | 0.8455403298 |
| 95-th percentile | 1.522059631 |
| Maximum | 1.721386909 |
| Range | 3.719272375 |
| Interquartile range (IQR) | 1.600155786 |
Descriptive statistics
| Standard deviation | 0.9999999994 |
|---|---|
| Coefficient of variation (CV) | 807780194.4 |
| Kurtosis | -0.9620301165 |
| Mean | 1.237960532e-09 |
| Median Absolute Deviation (MAD) | 0.8069437919 |
| Skewness | -0.2007386286 |
| Sum | 3.094901331e-07 |
| Variance | 0.9999999988 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 0.6201153398 | 1 | 0.4% | |
| 1.424129963 | 1 | 0.4% | |
| 1.52771759 | 1 | 0.4% | |
| 0.7755693793 | 1 | 0.4% | |
| -0.7467570305 | 1 | 0.4% | |
| 0.9278615117 | 1 | 0.4% | |
| 0.05993891135 | 1 | 0.4% | |
| -1.59994626 | 1 | 0.4% | |
| 1.077935696 | 1 | 0.4% | |
| -0.5480175018 | 1 | 0.4% | |
| 0.141886577 | 1 | 0.4% | |
| 0.8272288442 | 1 | 0.4% | |
| -1.947367668 | 1 | 0.4% | |
| 1.657106042 | 1 | 0.4% | |
| -0.4540032744 | 1 | 0.4% | |
| 0.8282743692 | 1 | 0.4% | |
| -1.650157809 | 1 | 0.4% | |
| -0.3454838991 | 1 | 0.4% | |
| -0.4322021008 | 1 | 0.4% | |
| 1.555952311 | 1 | 0.4% | |
| -0.1402944326 | 1 | 0.4% | |
| 1.049108982 | 1 | 0.4% | |
| -0.6764093041 | 1 | 0.4% | |
| 0.6911738515 | 1 | 0.4% | |
| -0.4871248305 | 1 | 0.4% | |
| Other values (225) | 225 | 90.0% |
| Value | Count | Frequency (%) | |
| -1.997885466 | 1 | 0.4% | |
| -1.947367668 | 1 | 0.4% | |
| -1.922325253 | 1 | 0.4% | |
| -1.900138617 | 1 | 0.4% | |
| -1.875392199 | 1 | 0.4% | |
| -1.872120023 | 1 | 0.4% | |
| -1.855984688 | 1 | 0.4% | |
| -1.848315954 | 1 | 0.4% | |
| -1.770320773 | 1 | 0.4% | |
| -1.759652734 | 1 | 0.4% |
| Value | Count | Frequency (%) | |
| 1.721386909 | 1 | 0.4% | |
| 1.700914741 | 1 | 0.4% | |
| 1.68849647 | 1 | 0.4% | |
| 1.682487011 | 1 | 0.4% | |
| 1.658335567 | 1 | 0.4% | |
| 1.657106042 | 1 | 0.4% | |
| 1.62914288 | 1 | 0.4% | |
| 1.621575594 | 1 | 0.4% | |
| 1.607890368 | 1 | 0.4% | |
| 1.603649259 | 1 | 0.4% |
| Distinct count | 250 |
|---|---|
| Unique (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 6.295740604400635e-10 |
|---|---|
| Minimum | -1.8686106204986568 |
| Maximum | 1.6768662929534912 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 2.1 KiB |
Quantile statistics
| Minimum | -1.86861062 |
|---|---|
| 5-th percentile | -1.691995889 |
| Q1 | -0.8256972879 |
| median | 0.0494037848 |
| Q3 | 0.8351482302 |
| 95-th percentile | 1.509281421 |
| Maximum | 1.676866293 |
| Range | 3.545476913 |
| Interquartile range (IQR) | 1.660845518 |
Descriptive statistics
| Standard deviation | 1.000000003 |
|---|---|
| Coefficient of variation (CV) | 1588375484 |
| Kurtosis | -1.062024821 |
| Mean | 6.295740604e-10 |
| Median Absolute Deviation (MAD) | 0.8472037911 |
| Skewness | -0.08776768953 |
| Sum | 1.573935151e-07 |
| Variance | 1.000000006 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 0.1431890428 | 1 | 0.4% | |
| 0.1165951192 | 1 | 0.4% | |
| -1.185893536 | 1 | 0.4% | |
| -0.8561292291 | 1 | 0.4% | |
| 1.118502259 | 1 | 0.4% | |
| 1.121421695 | 1 | 0.4% | |
| 0.5060216188 | 1 | 0.4% | |
| 0.8028948903 | 1 | 0.4% | |
| 1.084303975 | 1 | 0.4% | |
| 1.6100173 | 1 | 0.4% | |
| -0.587762773 | 1 | 0.4% | |
| -0.182411164 | 1 | 0.4% | |
| 0.9168426394 | 1 | 0.4% | |
| -0.3159914613 | 1 | 0.4% | |
| -1.843059659 | 1 | 0.4% | |
| -0.611959219 | 1 | 0.4% | |
| -0.1989571601 | 1 | 0.4% | |
| 0.3059791028 | 1 | 0.4% | |
| 0.08930911124 | 1 | 0.4% | |
| -0.7911522985 | 1 | 0.4% | |
| 0.7498657107 | 1 | 0.4% | |
| -0.5284535289 | 1 | 0.4% | |
| 0.6523254514 | 1 | 0.4% | |
| -0.9010093212 | 1 | 0.4% | |
| -0.04419754446 | 1 | 0.4% | |
| Other values (225) | 225 | 90.0% |
| Value | Count | Frequency (%) | |
| -1.86861062 | 1 | 0.4% | |
| -1.863752842 | 1 | 0.4% | |
| -1.855311751 | 1 | 0.4% | |
| -1.846364617 | 1 | 0.4% | |
| -1.843059659 | 1 | 0.4% | |
| -1.840548992 | 1 | 0.4% | |
| -1.8328228 | 1 | 0.4% | |
| -1.816266537 | 1 | 0.4% | |
| -1.778248549 | 1 | 0.4% | |
| -1.76819396 | 1 | 0.4% |
| Value | Count | Frequency (%) | |
| 1.676866293 | 1 | 0.4% | |
| 1.671612024 | 1 | 0.4% | |
| 1.648036361 | 1 | 0.4% | |
| 1.641747952 | 1 | 0.4% | |
| 1.620966792 | 1 | 0.4% | |
| 1.6100173 | 1 | 0.4% | |
| 1.593962312 | 1 | 0.4% | |
| 1.565364957 | 1 | 0.4% | |
| 1.543122411 | 1 | 0.4% | |
| 1.52489531 | 1 | 0.4% |
| Distinct count | 250 |
|---|---|
| Unique (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -1.539476215839386e-09 |
|---|---|
| Minimum | -1.7820769548416138 |
| Maximum | 1.654485106468201 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 2.1 KiB |
Quantile statistics
| Minimum | -1.782076955 |
|---|---|
| 5-th percentile | -1.621470797 |
| Q1 | -0.8431179225 |
| median | 0.01294437703 |
| Q3 | 0.8141089529 |
| 95-th percentile | 1.504898137 |
| Maximum | 1.654485106 |
| Range | 3.436562061 |
| Interquartile range (IQR) | 1.657226875 |
Descriptive statistics
| Standard deviation | 0.9999999988 |
|---|---|
| Coefficient of variation (CV) | -649571580.6 |
| Kurtosis | -1.186771141 |
| Mean | -1.539476216e-09 |
| Median Absolute Deviation (MAD) | 0.8486192292 |
| Skewness | -0.07481055904 |
| Sum | -3.84869054e-07 |
| Variance | 0.9999999977 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| -0.9526385665 | 1 | 0.4% | |
| -1.178250909 | 1 | 0.4% | |
| 0.7213853598 | 1 | 0.4% | |
| 1.016011357 | 1 | 0.4% | |
| 0.034405265 | 1 | 0.4% | |
| 0.6630766988 | 1 | 0.4% | |
| 0.7337673903 | 1 | 0.4% | |
| -0.2072387934 | 1 | 0.4% | |
| 1.260370851 | 1 | 0.4% | |
| 0.6989146471 | 1 | 0.4% | |
| 1.031342387 | 1 | 0.4% | |
| -0.3982827663 | 1 | 0.4% | |
| -0.5084756017 | 1 | 0.4% | |
| 1.588239431 | 1 | 0.4% | |
| -1.673530579 | 1 | 0.4% | |
| 1.564450145 | 1 | 0.4% | |
| 0.1531106979 | 1 | 0.4% | |
| -1.611006737 | 1 | 0.4% | |
| 1.055006385 | 1 | 0.4% | |
| -1.247381449 | 1 | 0.4% | |
| 0.5314046741 | 1 | 0.4% | |
| 0.8161758184 | 1 | 0.4% | |
| -1.494443417 | 1 | 0.4% | |
| 0.7351234555 | 1 | 0.4% | |
| 0.4842042923 | 1 | 0.4% | |
| Other values (225) | 225 | 90.0% |
| Value | Count | Frequency (%) | |
| -1.782076955 | 1 | 0.4% | |
| -1.763412118 | 1 | 0.4% | |
| -1.763238192 | 1 | 0.4% | |
| -1.760680437 | 1 | 0.4% | |
| -1.756681204 | 1 | 0.4% | |
| -1.752811074 | 1 | 0.4% | |
| -1.737342596 | 1 | 0.4% | |
| -1.734612465 | 1 | 0.4% | |
| -1.733931661 | 1 | 0.4% | |
| -1.673530579 | 1 | 0.4% |
| Value | Count | Frequency (%) | |
| 1.654485106 | 1 | 0.4% | |
| 1.653765202 | 1 | 0.4% | |
| 1.624892354 | 1 | 0.4% | |
| 1.606114864 | 1 | 0.4% | |
| 1.602055311 | 1 | 0.4% | |
| 1.588239431 | 1 | 0.4% | |
| 1.576854706 | 1 | 0.4% | |
| 1.56696105 | 1 | 0.4% | |
| 1.564450145 | 1 | 0.4% | |
| 1.536821365 | 1 | 0.4% |
| Distinct count | 250 |
|---|---|
| Unique (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 8.726783562451601e-10 |
|---|---|
| Minimum | -1.6779357194900513 |
| Maximum | 1.7170368432998655 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 2.1 KiB |
Quantile statistics
| Minimum | -1.677935719 |
|---|---|
| 5-th percentile | -1.527322668 |
| Q1 | -0.8857057244 |
| median | -0.007280433085 |
| Q3 | 0.8501047045 |
| 95-th percentile | 1.565946501 |
| Maximum | 1.717036843 |
| Range | 3.394972563 |
| Interquartile range (IQR) | 1.735810429 |
Descriptive statistics
| Standard deviation | 1.000000002 |
|---|---|
| Coefficient of variation (CV) | 1145897563 |
| Kurtosis | -1.212647922 |
| Mean | 8.726783562e-10 |
| Median Absolute Deviation (MAD) | 0.8697195887 |
| Skewness | -0.004471711901 |
| Sum | 2.181695891e-07 |
| Variance | 1.000000004 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| -1.100584745 | 1 | 0.4% | |
| -1.208351135 | 1 | 0.4% | |
| -1.046301246 | 1 | 0.4% | |
| -0.001126060262 | 1 | 0.4% | |
| -0.05891126022 | 1 | 0.4% | |
| 0.4512702227 | 1 | 0.4% | |
| 0.2854146361 | 1 | 0.4% | |
| 0.5343703032 | 1 | 0.4% | |
| 0.5880783796 | 1 | 0.4% | |
| -1.294317603 | 1 | 0.4% | |
| 0.09212519974 | 1 | 0.4% | |
| -0.1965779066 | 1 | 0.4% | |
| 0.7662905455 | 1 | 0.4% | |
| 0.01115692034 | 1 | 0.4% | |
| 1.607540965 | 1 | 0.4% | |
| -0.08986520022 | 1 | 0.4% | |
| 0.1019732505 | 1 | 0.4% | |
| -1.246295214 | 1 | 0.4% | |
| 1.147780061 | 1 | 0.4% | |
| -0.3265057504 | 1 | 0.4% | |
| -0.6261338592 | 1 | 0.4% | |
| 1.704767108 | 1 | 0.4% | |
| 0.9289550781 | 1 | 0.4% | |
| 0.3228292465 | 1 | 0.4% | |
| 0.7311062813 | 1 | 0.4% | |
| Other values (225) | 225 | 90.0% |
| Value | Count | Frequency (%) | |
| -1.677935719 | 1 | 0.4% | |
| -1.652438283 | 1 | 0.4% | |
| -1.647334456 | 1 | 0.4% | |
| -1.643334508 | 1 | 0.4% | |
| -1.640297651 | 1 | 0.4% | |
| -1.622914076 | 1 | 0.4% | |
| -1.601320744 | 1 | 0.4% | |
| -1.587061644 | 1 | 0.4% | |
| -1.562547684 | 1 | 0.4% | |
| -1.558578491 | 1 | 0.4% |
| Value | Count | Frequency (%) | |
| 1.717036843 | 1 | 0.4% | |
| 1.704767108 | 1 | 0.4% | |
| 1.702022195 | 1 | 0.4% | |
| 1.699837685 | 1 | 0.4% | |
| 1.693570495 | 1 | 0.4% | |
| 1.689575076 | 1 | 0.4% | |
| 1.679309011 | 1 | 0.4% | |
| 1.638288975 | 1 | 0.4% | |
| 1.622775197 | 1 | 0.4% | |
| 1.607540965 | 1 | 0.4% |
| Distinct count | 250 |
|---|---|
| Unique (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -3.753229977476735e-09 |
|---|---|
| Minimum | -1.6619360446929932 |
| Maximum | 1.706633448600769 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 2.1 KiB |
Quantile statistics
| Minimum | -1.661936045 |
|---|---|
| 5-th percentile | -1.509601742 |
| Q1 | -0.8998338729 |
| median | 0.01449158438 |
| Q3 | 0.8584515005 |
| 95-th percentile | 1.562135506 |
| Maximum | 1.706633449 |
| Range | 3.368569493 |
| Interquartile range (IQR) | 1.758285373 |
Descriptive statistics
| Standard deviation | 0.999999999 |
|---|---|
| Coefficient of variation (CV) | -266437176.8 |
| Kurtosis | -1.234042448 |
| Mean | -3.753229977e-09 |
| Median Absolute Deviation (MAD) | 0.8991668189 |
| Skewness | 0.01075632484 |
| Sum | -9.383074944e-07 |
| Variance | 0.999999998 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| -0.9301751852 | 1 | 0.4% | |
| -1.526667595 | 1 | 0.4% | |
| 1.403662562 | 1 | 0.4% | |
| 0.4330201447 | 1 | 0.4% | |
| 0.7023459077 | 1 | 0.4% | |
| 1.252127528 | 1 | 0.4% | |
| 1.179035544 | 1 | 0.4% | |
| -0.3806742728 | 1 | 0.4% | |
| -1.182938457 | 1 | 0.4% | |
| -1.495435238 | 1 | 0.4% | |
| -0.8439074755 | 1 | 0.4% | |
| -0.0660591349 | 1 | 0.4% | |
| -0.4071623385 | 1 | 0.4% | |
| -1.634169459 | 1 | 0.4% | |
| -1.221005559 | 1 | 0.4% | |
| -1.250294685 | 1 | 0.4% | |
| 0.02260144241 | 1 | 0.4% | |
| 1.057326198 | 1 | 0.4% | |
| 0.4107162356 | 1 | 0.4% | |
| 0.8434029222 | 1 | 0.4% | |
| -0.9462512732 | 1 | 0.4% | |
| -1.629603505 | 1 | 0.4% | |
| 0.2044334263 | 1 | 0.4% | |
| 1.605742931 | 1 | 0.4% | |
| 0.9317649007 | 1 | 0.4% | |
| Other values (225) | 225 | 90.0% |
| Value | Count | Frequency (%) | |
| -1.661936045 | 1 | 0.4% | |
| -1.638937712 | 1 | 0.4% | |
| -1.634169459 | 1 | 0.4% | |
| -1.630848646 | 1 | 0.4% | |
| -1.629603505 | 1 | 0.4% | |
| -1.609532952 | 1 | 0.4% | |
| -1.599043369 | 1 | 0.4% | |
| -1.545615911 | 1 | 0.4% | |
| -1.545401335 | 1 | 0.4% | |
| -1.537876129 | 1 | 0.4% |
| Value | Count | Frequency (%) | |
| 1.706633449 | 1 | 0.4% | |
| 1.689052105 | 1 | 0.4% | |
| 1.688959122 | 1 | 0.4% | |
| 1.685780048 | 1 | 0.4% | |
| 1.635141373 | 1 | 0.4% | |
| 1.621675253 | 1 | 0.4% | |
| 1.621106625 | 1 | 0.4% | |
| 1.620535016 | 1 | 0.4% | |
| 1.609480739 | 1 | 0.4% | |
| 1.605742931 | 1 | 0.4% |
| Distinct count | 250 |
|---|---|
| Unique (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.4717301094767665e-09 |
|---|---|
| Minimum | -2.271225690841675 |
| Maximum | 3.4070088863372803 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 2.1 KiB |
Quantile statistics
| Minimum | -2.271225691 |
|---|---|
| 5-th percentile | -1.747781181 |
| Q1 | -0.6869943887 |
| median | 0.1237290688 |
| Q3 | 0.6437554657 |
| 95-th percentile | 1.365865302 |
| Maximum | 3.407008886 |
| Range | 5.678234577 |
| Interquartile range (IQR) | 1.330749854 |
Descriptive statistics
| Standard deviation | 0.9999999966 |
|---|---|
| Coefficient of variation (CV) | 404574914 |
| Kurtosis | 0.2666405446 |
| Mean | 2.471730109e-09 |
| Median Absolute Deviation (MAD) | 0.6459429078 |
| Skewness | 0.04678846723 |
| Sum | 6.179325274e-07 |
| Variance | 0.9999999931 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| -1.607421756 | 1 | 0.4% | |
| 0.3278138638 | 1 | 0.4% | |
| 0.8136665225 | 1 | 0.4% | |
| 0.3137206435 | 1 | 0.4% | |
| 0.1034312174 | 1 | 0.4% | |
| 0.575972259 | 1 | 0.4% | |
| -0.2651575208 | 1 | 0.4% | |
| -0.7946181297 | 1 | 0.4% | |
| 0.4969791472 | 1 | 0.4% | |
| -0.1652059257 | 1 | 0.4% | |
| -1.121936321 | 1 | 0.4% | |
| -0.07778068632 | 1 | 0.4% | |
| 0.5900182128 | 1 | 0.4% | |
| 0.5187264681 | 1 | 0.4% | |
| -1.106786489 | 1 | 0.4% | |
| -0.7311249971 | 1 | 0.4% | |
| -1.049105763 | 1 | 0.4% | |
| 0.9508502483 | 1 | 0.4% | |
| 0.5187202692 | 1 | 0.4% | |
| 0.2411299348 | 1 | 0.4% | |
| 0.7752972245 | 1 | 0.4% | |
| 0.3087638915 | 1 | 0.4% | |
| -0.7286712527 | 1 | 0.4% | |
| 0.5050359368 | 1 | 0.4% | |
| 0.630523324 | 1 | 0.4% | |
| Other values (225) | 225 | 90.0% |
| Value | Count | Frequency (%) | |
| -2.271225691 | 1 | 0.4% | |
| -2.176847935 | 1 | 0.4% | |
| -2.044582129 | 1 | 0.4% | |
| -2.010654688 | 1 | 0.4% | |
| -2.009953022 | 1 | 0.4% | |
| -1.998134851 | 1 | 0.4% | |
| -1.84950161 | 1 | 0.4% | |
| -1.843303561 | 1 | 0.4% | |
| -1.821877599 | 1 | 0.4% | |
| -1.806536674 | 1 | 0.4% |
| Value | Count | Frequency (%) | |
| 3.407008886 | 1 | 0.4% | |
| 3.128373384 | 1 | 0.4% | |
| 2.830576181 | 1 | 0.4% | |
| 2.507751465 | 1 | 0.4% | |
| 2.415354013 | 1 | 0.4% | |
| 1.834649444 | 1 | 0.4% | |
| 1.754322886 | 1 | 0.4% | |
| 1.648940563 | 1 | 0.4% | |
| 1.50231576 | 1 | 0.4% | |
| 1.463376999 | 1 | 0.4% |
Pearson's r
The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.
Spearman's ρ
The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.
Kendall's τ
Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.
Phik (φk)
Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.First rows
| oz1 | oz2 | oz3 | oz4 | oz5 | oz6 | oz7 | oz8 | oz9 | oz10 | target | |
|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 0.704483 | 1.149549 | 0.656861 | -0.176072 | 0.521063 | 0.698100 | -1.159289 | -0.422881 | 0.719941 | 0.745729 | -1.713511 |
| 1 | 0.392924 | -0.043664 | -0.310236 | -1.313376 | -0.474012 | -0.748451 | -0.538037 | -0.479377 | -1.456045 | -0.073238 | -0.589628 |
| 2 | -1.384145 | -0.949839 | -1.364541 | -1.325709 | -0.887728 | -1.485136 | 0.292112 | 0.083464 | -0.522542 | 1.517787 | 0.253572 |
| 3 | 0.877490 | 1.677647 | 0.696616 | 0.195874 | 0.702892 | 1.569207 | 1.505988 | 0.985557 | -0.992020 | -0.141155 | -0.193310 |
| 4 | -0.259140 | -0.905935 | -0.636095 | -0.339005 | -0.541799 | -0.041791 | -0.901009 | -1.561075 | 0.296830 | -1.084278 | 0.518726 |
| 5 | -1.838091 | -1.793846 | -0.771661 | -0.554281 | -0.794080 | -0.052422 | -0.481540 | 0.019818 | -1.558578 | -1.661936 | -0.728671 |
| 6 | -0.855772 | -0.387296 | -0.220369 | -0.581764 | -0.428068 | -0.154900 | -1.646843 | 1.654485 | -0.367384 | 1.382394 | 0.301318 |
| 7 | -0.359891 | 0.371541 | -0.703939 | -0.666856 | -0.415041 | 1.277586 | 1.366366 | -1.104586 | -0.766601 | -0.536141 | 0.228939 |
| 8 | 1.473338 | 1.586251 | 1.717201 | 0.770172 | 2.003042 | -0.248305 | -0.498148 | -0.456419 | 1.549641 | -1.468482 | 1.834649 |
| 9 | -1.886340 | -1.374612 | 0.092466 | 1.441013 | -0.735924 | 1.273117 | -0.338304 | 1.226742 | -0.865475 | -0.946251 | 0.018026 |
Last rows
| oz1 | oz2 | oz3 | oz4 | oz5 | oz6 | oz7 | oz8 | oz9 | oz10 | target | |
|---|---|---|---|---|---|---|---|---|---|---|---|
| 240 | 0.258424 | 1.054223 | -0.646415 | -1.294447 | -0.377289 | -0.828947 | 0.749866 | -1.122312 | -0.353174 | -1.222488 | -1.788953 |
| 241 | -0.445201 | -0.875074 | -0.486311 | 0.394501 | -0.641029 | 0.672441 | 1.524895 | 1.044259 | -0.285401 | 0.449948 | 0.630523 |
| 242 | 0.497983 | 0.160634 | -0.941794 | -1.296186 | -0.641076 | -0.508182 | 1.506084 | 1.104969 | 0.383136 | -1.330587 | -0.981400 |
| 243 | 1.803721 | 1.250654 | 2.745041 | 1.276649 | 3.684292 | 0.980925 | -0.366772 | -0.397667 | -0.699256 | 0.236027 | 2.830576 |
| 244 | -0.531335 | -1.036029 | -0.527650 | -1.501649 | -0.745900 | -0.823081 | -1.617731 | 0.649830 | 1.260324 | -0.365122 | -0.210119 |
| 245 | 0.220682 | -0.422859 | 0.160647 | 0.824357 | -0.096111 | -1.754764 | -0.856129 | 1.371287 | 0.533212 | 1.620535 | 0.959996 |
| 246 | -0.705398 | -1.484789 | -0.712263 | -1.689167 | -0.857626 | 0.374245 | 1.328823 | 0.714461 | 1.059302 | -1.445145 | -0.836932 |
| 247 | 1.435636 | 0.846483 | 1.004503 | 0.609730 | 1.085554 | -1.439002 | -0.676975 | -0.967125 | 1.503666 | 1.403063 | -0.656361 |
| 248 | -1.350098 | -1.406449 | -1.301276 | -0.883528 | -0.682298 | 1.205429 | -0.516817 | -0.774341 | -1.538144 | -1.495435 | -0.077781 |
| 249 | -1.491922 | -1.166471 | -0.940658 | 0.716289 | -0.647987 | -1.099591 | -1.185894 | 1.624892 | 0.921596 | 0.024405 | 0.327814 |